White shark (Carcharodon carcharias), Thinned satellite data (PSAT and SPOT), All pseudo-absence/background points, Full extent, all covariates (u and v become vel_mag) and seals, evaluated using Brier score
Random Forest Nowcast and Forecast
Boosted Trees Nowcast and Forecast
Maxnet Trees Nowcast and Forecast
GAM Nowcast and Forecast
GLM Nowcast and Forecast
Metrics
| model_type | accuracy | boyce_cont | roc_auc | tss_max | brier_class |
|---|---|---|---|---|---|
| rf | 0.9404187 | 0.9409428 | 0.9955704 | 0.9547922 | NA |
| bt | 0.7809984 | 0.9703739 | 0.7998816 | 0.4627020 | NA |
| maxnet | 0.6779388 | 0.9656584 | 0.7871046 | 0.4560067 | NA |
| gam | NA | NA | NA | NA | 0.1364028 |
| glm | NA | NA | NA | NA | 0.1595305 |
Variable Importance
